{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "158357e2-afbd-4dfd-b6b5-18bad3d06a69",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# X-axis (flame progression direction)\n",
    "x = np.linspace(0, 10, 500)\n",
    "\n",
    "# Reactants: Exponentially decreasing\n",
    "reactants = 1 - np.exp(-0.5 * (x - 2))\n",
    "reactants[reactants < 0] = 0  # Prevent negative values\n",
    "\n",
    "# Products: Complementary to reactants\n",
    "products = 1 - reactants\n",
    "\n",
    "# Temperature: S-curve shape\n",
    "temperature = 1 / (1 + np.exp(-1.5 * (x - 5))) * 1200  # Temperature increases up to 1200K\n",
    "\n",
    "# Reaction rate: Gaussian distribution shape\n",
    "reaction_rate = np.exp(-0.5 * (x - 5)**2) * 3\n",
    "\n",
    "# Plot setup\n",
    "fig, ax1 = plt.subplots(figsize=(10, 6))\n",
    "\n",
    "# Plot reactants, products, and reaction rate\n",
    "ax1.plot(x, reactants, label=\"Reactants\", color=\"blue\", linewidth=2)\n",
    "ax1.plot(x, products, label=\"Products\", color=\"red\", linewidth=2)\n",
    "ax1.plot(x, reaction_rate, label=\"Reaction Rate\", color=\"gray\", linewidth=3, linestyle='--')\n",
    "\n",
    "# Temperature plot (Secondary Y-axis)\n",
    "ax2 = ax1.twinx()\n",
    "ax2.plot(x, temperature, label=\"Temperature\", color=\"orange\", linewidth=2, linestyle=\":\")\n",
    "\n",
    "# Highlight zones (Preheat Zone, Reaction Zone)\n",
    "ax1.axvspan(2, 4, color='orange', alpha=0.2, label=\"Preheat Zone\")\n",
    "ax1.axvspan(4, 6, color='gray', alpha=0.2, label=\"Reaction Zone\")\n",
    "\n",
    "# Axis labeling\n",
    "ax1.set_xlabel(\"Flame Position\", fontsize=12)\n",
    "ax1.set_ylabel(\"Concentration (mol/m³) / Reaction Rate (1/s)\", fontsize=12)\n",
    "ax2.set_ylabel(\"Temperature (K)\", fontsize=12)\n",
    "\n",
    "# Legend\n",
    "fig.legend(loc=\"upper right\", bbox_to_anchor=(1, 1), bbox_transform=ax1.transAxes)\n",
    "\n",
    "# Graph styling\n",
    "plt.title(\"Schematic Diagram of a Laminar Premixed Flame\", fontsize=14)\n",
    "ax1.grid()\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.9"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
